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(3/8)2022: AlphaTensor lands in Nature! Navigated massive search spaces to decompose tensors, discovering faster matrix multiplication than the classic Strassen algorithm. Boosts AI training and scientific computing efficiency! 📈 #AlphaTensor

💡 Key Results 🧭 +0.7% global compute efficiency (data center optimization) Hardware improvements integrated into next-gen TPUs ⚙️23% faster matrix ops → 1% reduction in #Gemini training time Solutions to long-standing mathematical problems: #kissingnumber and #AlphaTensor

Discovering novel algorithms with AlphaTensor #algorithms #AlphaTensor #Discovering First extension of AlphaZero to math... aipressroom.com/discovering-no…

.@Google's #AlphaTensor #Quantum and #GenAI advance circuit optimization and cancer research. Russia and South Korea plan quantum advancements, while @EuroHPC_JU explores energy-efficient #quantumcomputing. Read more: ow.ly/6XHT50QJpYj

Google's AlphaTensor-Quantum Optimizes Quantum Circuits, Outperforms Existing Methods @GoogleDeepMind @QuantinuumQC #alphatensor #alphatensorquantum quantumzeitgeist.com/google-deepmin…

"AlphaTensor is revolutionizing algorithm development by generating novel solutions, learn more at deepmind.google/discover/blog/… #AlphaTensor #Algorithms" Note: The URL includes the correct format.

4/ Why is AlphaTensor valuable? It's like a turbo boost for tech! Game developers, AI researchers, and scientists can use it for faster simulations and smarter AI. It's not just for experts – it means quicker, better tech for all of us. #AlphaTensor #TechForEveryone

2/ Just over a year ago, AlphaTensor achieved what was once thought impossible: solving a 50-year-old matrix multiplication challenge. This breakthrough isn't just technical – it's pivotal for advancing AI, powering faster and more efficient algorithms. #AlphaTensor #DeepMind

1/ What is AlphaTensor? Imagine a tool that reimagines how computers do calculations, making them faster and smarter. That's AlphaTensor – a DeepMind AI changing the game in computational efficiency. #AlphaTensor #DeepMind

Anyone heard about any new results from #AlphaTensor recently? It's been rather quiet the last year. #matrixmultiplication

#AlphaTensor 😂

#DeepMind #AlphaTensor: The delicate balance between #human & #artificialintelligence bdtechtalks.com/2022/10/10/dee… #DL #ML #MachineLearning #DeepLearning #Fintech #NLP #100daysofcode #AIEthics #DataScience #techforgood #BigData #innovation #technology #python #rstats #AI @bdtechtalks

#DeepMind #AlphaTensor: The delicate balance between #human & #artificialintelligence bdtechtalks.com/2022/10/10/dee… #DL #ML #MachineLearning #DeepLearning #Fintech #NLP #100daysofcode #AIEthics #DataScience #techforgood #BigData #innovation #technology #python #rstats #AI @bdtechtalks

#23Feb || #AlphaTensor y el futuro de multiplicación de matrices de #DeepMind, un interesante artículo que invoca a las redes neuronales y las IA. Autor: Gonzalo Díaz. Compartamos este pots !!! 👍🏻 #ArquitecturaDelComputador #Informática #Tecnología

📢📢📢 This is happening today! Come and listen to a great talk on #AlphaTensor: Discovering faster matrix multiplication algorithms with #reinforcementlearning ! Link to the talk: eu.bbcollab.com/collab/ui/sess…

RT @BosisioStefano: Back on @Medium writing: towardsdatascience.com/understanding-… This time #AlphaTensor: - Test on V100 GPU 🤖 - Test on Tesla T4 💾 - a look at #FBHHRBNRSSSHK 🤯 Thanks @TDataScience for publishing 💪 #MachineLearning #DeepLearning #DeepMind

TDataScience: RT @BosisioStefano: Back on @Medium writing: towardsdatascience.com/understanding-… This time #AlphaTensor: - Test on V100 GPU 🤖 - Test on Tesla T4 💾 - a look at #FBHHRBNRSSSHK 🤯 Thanks @TDataScience for publishing 💪 #MachineLearning #DeepLearning #DeepMind

RT @BosisioStefano: Back on @Medium writing: towardsdatascience.com/understanding-… This time #AlphaTensor: - Test on V100 GPU 🤖 - Test on Tesla T4 💾 - a look at #FBHHRBNRSSSHK 🤯 Thanks @TDataScience for publishing 💪 #MachineLearning #DeepLearning #DeepMind

☑️ AI demonstrated impressive skills in discovering algorithms to break decades-old records for computational efficiency. AlphaTensor is one of them. ow.ly/ygZS50MI1y0 #ai #algorithms #AlphaTensor @DeepMind @Nature

Back on @Medium writing: towardsdatascience.com/understanding-… This time #AlphaTensor: - Test on V100 GPU 🤖 - Test on Tesla T4 💾 - a look at #FBHHRBNRSSSHK 🤯 Thanks @TDataScience for publishing 💪 #MachineLearning #DeepLearning #DeepMind

#AlphaTensor is the first #AI system for discovering the fastest way to multiply two matrices.

#AlphaTensor demo at #NeurIPS2022!

Turns out everything is a matrix multiplication from computer graphics to training neural networks :) Our latest front cover @Nature paper on #AlphaTensor here: dpmd.ai/nature-alpha-t…

i thk the UFO are a multiverse bug. (like the photoshop layer) they are in another universe and we thk they are in our universe. God is twisted we have to define a matrix multiverve law. Like #alphatensor of deepmind a faster matrix multiplication algorithms + blackhole data

Woah! Just tested the matrix multiplication (MaMu) tensor by #AlphaTensor holding correct! 🤖 🧮 🔢

Happy to be at #NeurIPS2022 presenting #AlphaTensor, work with my @DeepMind colleagues. - Friday 13:30 in New Frontiers in Graph Learning - Saturday 13:30 in RL for Real Life

Finally got a chance to review the #AlphaTensor paper from @AlhusseinFawzi and team @DeepMind. Interesting piece and trajectory But the response from @ManuelKauers and @jakobmoosbauer in their paper "FBHHRBNRSSSHK-ALGORITHM", beating Deepmind's 5x5 matmul by 1 operation is funny

Multiplying matrices is a fundamental operation, yet the optimal algorithm is unknown even for matrices as small as 3x3! Here is an algorithm that #AlphaTensor discovered for multiplying a 4x5 and 5x5 matrix. It uses 76 scalar multiplications (previous best used 80). (2/n)

And 12 pages of @ManuelKauers & @jakobmoosbauer's 14 page paper look like this. Take that, #AlphaTensor!

#AlphaTensor is a substantial extension of #AlphaZero, which was developed to master Go, chess & other games. A mathematical game like ours poses major additional challenges, and we incorporated multiple ingredients that I think can generally apply to many other problems: (5/n)

Spent some time implementing in #Nim the SIMD optimized version of the 2x2x2 matrix multiplication found by #AlphaTensor Had to fix a mistake in original code on the right... #Rust syntax looks awful.

The biggest eureka moment was when #AlphaTensor discovered this algorithm for multiplying 4x4 matrices modulo 2 using 47 (rather than 7x7=49) scalar multiplications. It improved upon the 2-level version of Strassen’s famous algorithm for the first time in 50 years. (11/n)

TensorGame in AlphaTensor for 2x2 matrix multiplication #AlphaTensor #RL #ML #AI

How #AlphaTensor works: 1) We framed the discovery of matrix multiplication algorithms as a single-player game with a 3D board. 2) We trained an agent using Deep Reinforcement Learning (DRL) to achieve superhuman performance in this game. (4/n)

Ingredient #1: generalist agent We trained a single network for all matrix sizes, rather than a separate network for each matrix size. It was cool to see #AlphaTensor found ways of transferring knowledge between algorithms for different matrix sizes in non-obvious ways. (6/n)

#AlphaTensor discovered faster algorithms for multiple matrix sizes [n, m] x [m, p], see below for more. These algorithms are useful for multiplying large matrices, too: the new algorithms can be used as building blocks in recursive schemes, resulting in further gains. (3/n)

How @DeepMind made a breakthrough with Deep Reinforcement Learning (our new post!): bit.ly/3CtJEYU #DeepReinforcementLearning #AlphaTensor #AI #ArtificialIntelligence

(3/8)2022: AlphaTensor lands in Nature! Navigated massive search spaces to decompose tensors, discovering faster matrix multiplication than the classic Strassen algorithm. Boosts AI training and scientific computing efficiency! 📈 #AlphaTensor

Bernardino Romera, 𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁 𝗮𝘁 𝗚𝗼𝗼𝗴𝗹𝗲 DeepMind, will be on 𝗗𝗲𝗰𝗲𝗺𝗯𝗲𝗿 𝟭𝟱 at the @etsinfupv Assembly Hall, talking about #AlphaTensor, a reinforcement learning agent based on AlphaZero. More info ➡️ linkedin.com/feed/update/ur…

Yet again, RL shows us why it's the true AI! #AlphaTensor nature.com/articles/s4158…